{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Snapshotting with Devito using the `ConditionalDimension`\n",
    "\n",
    "This notebook intends to introduce new Devito users (especially with a C or FORTRAN background) to the best practice on saving snapshots to disk, as a binary float file. \n",
    "\n",
    "We start by presenting a naive approach, and then introduce a more efficient method, which exploits Devito's  `ConditionalDimension`."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Initialize utilities"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "#NBVAL_IGNORE_OUTPUT\n",
    "%reset -f\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt \n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Problem Setup \n",
    "This tutorial is based on an example that has appeared in a [TLE tutorial](https://github.com/devitocodes/devito/blob/master/examples/seismic/tutorials/01_modelling.ipynb)(Louboutin et. al., 2017), in which one shot is modeled over a 2-layer velocity model."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x432 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Operator `Kernel` run in 0.19 s\n"
     ]
    }
   ],
   "source": [
    "# This cell sets up the problem that is already explained in the first TLE tutorial.\n",
    "\n",
    "#NBVAL_IGNORE_OUTPUT\n",
    "#%%flake8\n",
    "from examples.seismic import Receiver\n",
    "from examples.seismic import RickerSource\n",
    "from examples.seismic import Model, plot_velocity, TimeAxis\n",
    "from devito import TimeFunction\n",
    "from devito import Eq, solve\n",
    "from devito import Operator\n",
    "\n",
    "\n",
    "# Set velocity model\n",
    "nx = 201\n",
    "nz = 201\n",
    "nb = 10\n",
    "shape = (nx, nz)\n",
    "spacing = (20., 20.)\n",
    "origin = (0., 0.)\n",
    "v = np.empty(shape, dtype=np.float32)\n",
    "v[:, :int(nx/2)] = 2.0\n",
    "v[:, int(nx/2):] = 2.5\n",
    "\n",
    "model = Model(vp=v, origin=origin, shape=shape, spacing=spacing,\n",
    "              space_order=2, nbl=10)\n",
    "\n",
    "# Set time range, source, source coordinates and receiver coordinates\n",
    "t0 = 0.  # Simulation starts a t=0\n",
    "tn = 10000.  # Simulation lasts tn milliseconds\n",
    "dt = model.critical_dt  # Time step from model grid spacing\n",
    "time_range = TimeAxis(start=t0, stop=tn, step=dt)\n",
    "nt = time_range.num  # number of time steps\n",
    "\n",
    "f0 = 0.010  # Source peak frequency is 10Hz (0.010 kHz)\n",
    "src = RickerSource(\n",
    "    name='src',\n",
    "    grid=model.grid,\n",
    "    f0=f0,\n",
    "    time_range=time_range)  \n",
    "\n",
    "src.coordinates.data[0, :] = np.array(model.domain_size) * .5\n",
    "src.coordinates.data[0, -1] = 20.  # Depth is 20m\n",
    "\n",
    "rec = Receiver(\n",
    "    name='rec',\n",
    "    grid=model.grid,\n",
    "    npoint=101,\n",
    "    time_range=time_range)  # new\n",
    "rec.coordinates.data[:, 0] = np.linspace(0, model.domain_size[0], num=101)\n",
    "rec.coordinates.data[:, 1] = 20.  # Depth is 20m\n",
    "depth = rec.coordinates.data[:, 1]  # Depth is 20m\n",
    "\n",
    "\n",
    "plot_velocity(model, source=src.coordinates.data,\n",
    "              receiver=rec.coordinates.data[::4, :])\n",
    "\n",
    "#Used for reshaping\n",
    "vnx = nx+20 \n",
    "vnz = nz+20\n",
    "\n",
    "# Set symbolics for the wavefield object `u`, setting save on all time steps \n",
    "# (which can occupy a lot of memory), to later collect snapshots (naive method):\n",
    "\n",
    "u = TimeFunction(name=\"u\", grid=model.grid, time_order=2,\n",
    "                 space_order=2, save=time_range.num)\n",
    "\n",
    "# Set symbolics of the operator, source and receivers:\n",
    "pde = model.m * u.dt2 - u.laplace + model.damp * u.dt\n",
    "stencil = Eq(u.forward, solve(pde, u.forward))\n",
    "src_term = src.inject(field=u.forward, expr=src * dt**2 / model.m,\n",
    "                      offset=model.nbl)\n",
    "rec_term = rec.interpolate(expr=u, offset=model.nbl)\n",
    "op = Operator([stencil] + src_term + rec_term, subs=model.spacing_map)\n",
    "\n",
    "# Run the operator for `(nt-2)` time steps:\n",
    "op(time=nt-2, dt=model.critical_dt)\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Saving snaps to disk - naive approach\n",
    "\n",
    "We want to get equally spaced snaps from the `nt-2` saved in `u.data`. The user can then define the total number of snaps `nsnaps`, which determines a `factor` to divide `nt`."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "nsnaps = 100\n",
    "factor = round(u.shape[0] / nsnaps)  # Get approx nsnaps, for any nt\n",
    "ucopy = u.data.copy(order='C')\n",
    "filename = \"naivsnaps.bin\"\n",
    "file_u = open(filename, 'wb')\n",
    "for it in range(0, u.shape[0], factor):\n",
    "    file_u.write(ucopy[it, :, :])\n",
    "file_u.close()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Checking `u.data` spaced by `factor` using matplotlib,"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x1440 with 5 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#NBVAL_IGNORE_OUTPUT\n",
    "plt.rcParams['figure.figsize'] = (20, 20)  # Increases figure size\n",
    "\n",
    "imcnt = 1 # Image counter for plotting\n",
    "plot_num = 5 # Number of images to plot\n",
    "\n",
    "for i in range(0, nsnaps, int(nsnaps/plot_num)):\n",
    "    plt.subplot(1, plot_num+1, imcnt+1)\n",
    "    imcnt = imcnt + 1\n",
    "    plt.imshow(np.transpose(u.data[i * factor, :, :]))\n",
    "\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Or from the saved file:\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x1440 with 5 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#NBVAL_IGNORE_OUTPUT\n",
    "fobj = open(\"naivsnaps.bin\", \"rb\") \n",
    "snaps = np.fromfile(fobj, dtype = np.float32) \n",
    "snaps = np.reshape(snaps, (nsnaps, vnx, vnz)) #reshape vec2mtx, devito format. nx first\n",
    "fobj.close()\n",
    "\n",
    "plt.rcParams['figure.figsize'] = (20,20) # Increases figure size\n",
    "\n",
    "imcnt = 1 # Image counter for plotting\n",
    "plot_num = 5 # Number of images to plot\n",
    "\n",
    "for i in range(0, nsnaps, int(nsnaps/plot_num)):\n",
    "   plt.subplot(1,plot_num+1, imcnt+1);\n",
    "   imcnt = imcnt + 1\n",
    "   plt.imshow(np.transpose(snaps[i,:,:]))\n",
    "\n",
    "plt.show() "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "This C/FORTRAN way of saving snaps is clearly not optimal when using Devito; the wavefield object `u` is specified to save all snaps, and a memory copy is done at every `op` time step. Giving that we don't want all the snaps saved, this process is wasteful; only the selected snapshots should be copied during execution. \n",
    "\n",
    "\n",
    "To address these issues, a better way to save snaps using Devito's capabilities is presented in the following section."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Saving snaps to disk - Devito method\n",
    "\n",
    "A better way to save snapshots to disk is to create a new `TimeFunction`, `usave`, whose time size is equal to \n",
    "`nsnaps`. There are 3 main differences from the previous code, which are flagged by `#Part 1`, `#Part 2` and `#Part 3` . After running the code each part is explained with more detail."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "factor is 30\n",
      "t_sub\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Operator `Kernel` run in 0.06 s\n",
      "Operator `Kernel` run in 0.07 s\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Saving snaps file\n",
      "Dimensions: nz = 221, nx = 221\n"
     ]
    }
   ],
   "source": [
    "#NBVAL_IGNORE_OUTPUT\n",
    "from devito import ConditionalDimension\n",
    "\n",
    "nsnaps = 100               # desired number of equally spaced snaps\n",
    "factor = round(nt / nsnaps)  # subsequent calculated factor\n",
    "\n",
    "print(f\"factor is {factor}\")\n",
    "\n",
    "#Part 1 #############\n",
    "time_subsampled = ConditionalDimension(\n",
    "    't_sub', parent=model.grid.time_dim, factor=factor)\n",
    "usave = TimeFunction(name='usave', grid=model.grid, time_order=2, space_order=2,\n",
    "                     save=(nt + factor - 1) // factor, time_dim=time_subsampled)\n",
    "print(time_subsampled)\n",
    "#####################\n",
    "\n",
    "u = TimeFunction(name=\"u\", grid=model.grid, time_order=2, space_order=2)\n",
    "pde = model.m * u.dt2 - u.laplace + model.damp * u.dt\n",
    "stencil = Eq(u.forward, solve(pde, u.forward))\n",
    "src_term = src.inject(\n",
    "    field=u.forward,\n",
    "    expr=src * dt**2 / model.m,\n",
    "    offset=model.nbl)\n",
    "rec_term = rec.interpolate(expr=u, offset=model.nbl)\n",
    "\n",
    "#Part 2 #############\n",
    "op1 = Operator([stencil] + src_term + rec_term,\n",
    "               subs=model.spacing_map)  # usual operator\n",
    "op2 = Operator([stencil] + src_term + [Eq(usave, u)] + rec_term,\n",
    "               subs=model.spacing_map)  # operator with snapshots\n",
    "\n",
    "op1(time=nt - 2, dt=model.critical_dt)  # run only for comparison\n",
    "op2(time=nt - 2, dt=model.critical_dt)\n",
    "#####################\n",
    "\n",
    "#Part 3 #############\n",
    "print(\"Saving snaps file\")\n",
    "print(\"Dimensions: nz = {:d}, nx = {:d}\".format(nz + 2 * nb, nx + 2 * nb))\n",
    "filename = \"snaps2.bin\"\n",
    "usave.data.tofile(filename)\n",
    "#####################"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "As `usave.data` has the desired snaps, no extra variable copy is required. The snaps can then be visualized:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x1440 with 5 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#NBVAL_IGNORE_OUTPUT\n",
    "fobj = open(\"snaps2.bin\", \"rb\")\n",
    "snaps = np.fromfile(fobj, dtype=np.float32)\n",
    "snaps = np.reshape(snaps, (nsnaps, vnx, vnz))\n",
    "fobj.close()\n",
    "\n",
    "plt.rcParams['figure.figsize'] = (20, 20)  # Increases figure size\n",
    "\n",
    "imcnt = 1 # Image counter for plotting\n",
    "plot_num = 5 # Number of images to plot\n",
    "\n",
    "for i in range(0, nsnaps, int(nsnaps/plot_num)):\n",
    "   plt.subplot(1,plot_num+1, imcnt+1);\n",
    "   imcnt = imcnt + 1\n",
    "   plt.imshow(np.transpose(snaps[i,:,:]))\n",
    "\n",
    "plt.show() "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## About Part 1\n",
    "\n",
    "Here a subsampled version (`time_subsampled`) of the full time Dimension (`model.grid.time_dim`) is created with the `ConditionalDimension`. `time_subsampled` is then used to define an additional symbolic wavefield `usave`, which will store in `usave.data` only the predefined number of snapshots (see Part 2).\n",
    "\n",
    "Further insight on how `ConditionalDimension` works and its most common uses can be found in [the Devito documentation](https://www.devitoproject.org/devito/dimension.html#devito.types.dimension.ConditionalDimension). The following excerpt exemplifies subsampling of simple functions:\n",
    "\n",
    "    Among the other things, ConditionalDimensions are indicated to implement\n",
    "    Function subsampling. In the following example, an Operator evaluates the\n",
    "    Function ``g`` and saves its content into ``f`` every ``factor=4`` iterations.\n",
    "    \n",
    "    >>> from devito import Dimension, ConditionalDimension, Function, Eq, Operator\n",
    "    >>> size, factor = 16, 4\n",
    "    >>> i = Dimension(name='i')\n",
    "    >>> ci = ConditionalDimension(name='ci', parent=i, factor=factor)\n",
    "    >>> g = Function(name='g', shape=(size,), dimensions=(i,))\n",
    "    >>> f = Function(name='f', shape=(size/factor,), dimensions=(ci,))\n",
    "    >>> op = Operator([Eq(g, 1), Eq(f, g)])\n",
    "    \n",
    "    The Operator generates the following for-loop (pseudocode)\n",
    "    .. code-block:: C\n",
    "        for (int i = i_m; i <= i_M; i += 1) {\n",
    "          g[i] = 1;\n",
    "          if (i%4 == 0) {\n",
    "            f[i / 4] = g[i];\n",
    "          }\n",
    "        }\n",
    "\n",
    "From this excerpt we can see that the C code generated by `Operator` with the extra argument `Eq(f,g)` mainly corresponds to adding an `if` block on the optimized C-code, which saves the desired snapshots on `f`, from `g`, at the correct times. Following the same line of thought, in the following section the symbolic and C-generated code are compared, with and without snapshots.\n",
    "\n",
    "# About Part 2\n",
    "        \n",
    "We then define `Operator`s `op1` (no snaps) and `op2` (with snaps). The only difference between the two is that `op2` has an extra symbolic equation `Eq(usave, u)`. Notice that even though `usave` and `u` have different Dimensions, Devito's symbolic interpreter understands it, because `usave`'s `time_dim` was defined through the `ConditionalDimension`. \n",
    "\n",
    "Below, we show relevant excerpts of the compiled `Operators`. As explained above, the main difference between the optimized C-code of `op1` and `op2` is the addition of an `if` block. For `op1`'s C code:"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "```c\n",
    "// #define's\n",
    "//...\n",
    "\n",
    "// declare dataobj struct\n",
    "//...\n",
    "\n",
    "// declare profiler struct\n",
    "//...\n",
    "\n",
    "int Kernel(struct dataobj *restrict damp_vec, const float dt, struct dataobj *restrict m_vec, const float o_x, const float o_y, struct dataobj *restrict rec_vec, struct dataobj *restrict rec_coords_vec, struct dataobj *restrict src_vec, struct dataobj *restrict src_coords_vec, struct dataobj *restrict u_vec, const int x_M, const int x_m, const int y_M, const int y_m, const int p_rec_M, const int p_rec_m, const int p_src_M, const int p_src_m, const int time_M, const int time_m, struct profiler * timers)\n",
    "{\n",
    "  // ...\n",
    "  // ...\n",
    "    \n",
    "  float (*restrict u)[u_vec->size[1]][u_vec->size[2]] __attribute__ ((aligned (64))) = (float (*)[u_vec->size[1]][u_vec->size[2]]) u_vec->data;\n",
    "  // ...\n",
    "  \n",
    "  for (int time = time_m, t0 = (time)%(3), t1 = (time + 1)%(3), t2 = (time + 2)%(3); time <= time_M; time += 1, t0 = (time)%(3), t1 = (time + 1)%(3), t2 = (time + 2)%(3))\n",
    "  {\n",
    "    struct timeval start_section0, end_section0;\n",
    "    gettimeofday(&start_section0, NULL);\n",
    "    for (int x = x_m; x <= x_M; x += 1)\n",
    "    {\n",
    "      #pragma omp simd\n",
    "      for (int y = y_m; y <= y_M; y += 1)\n",
    "      {\n",
    "        float r0 = 1.0e+4F*dt*m[x + 2][y + 2] + 5.0e+3F*(dt*dt)*damp[x + 1][y + 1];\n",
    "        u[t1][x + 2][y + 2] = 2.0e+4F*dt*m[x + 2][y + 2]*u[t0][x + 2][y + 2]/r0 - 1.0e+4F*dt*m[x + 2][y + 2]*u[t2][x + 2][y + 2]/r0 + 1.0e+2F*((dt*dt*dt)*u[t0][x + 1][y + 2]/r0 + (dt*dt*dt)*u[t0][x + 2][y + 1]/r0 + (dt*dt*dt)*u[t0][x + 2][y + 3]/r0 + (dt*dt*dt)*u[t0][x + 3][y + 2]/r0) + 5.0e+3F*(dt*dt)*damp[x + 1][y + 1]*u[t2][x + 2][y + 2]/r0 - 4.0e+2F*dt*dt*dt*u[t0][x + 2][y + 2]/r0;\n",
    "      }\n",
    "    }\n",
    "    gettimeofday(&end_section0, NULL);\n",
    "    timers->section0 += (double)(end_section0.tv_sec-start_section0.tv_sec)+(double)(end_section0.tv_usec-start_section0.tv_usec)/1000000;\n",
    "    struct timeval start_section1, end_section1;\n",
    "    gettimeofday(&start_section1, NULL);\n",
    "    for (int p_src = p_src_m; p_src <= p_src_M; p_src += 1)\n",
    "    {\n",
    "        //source injection\n",
    "        //...\n",
    "    }\n",
    "    gettimeofday(&end_section1, NULL);\n",
    "    timers->section1 += (double)(end_section1.tv_sec-start_section1.tv_sec)+(double)(end_section1.tv_usec-start_section1.tv_usec)/1000000;\n",
    "    struct timeval start_section2, end_section2;\n",
    "    gettimeofday(&start_section2, NULL);\n",
    "    for (int p_rec = p_rec_m; p_rec <= p_rec_M; p_rec += 1)\n",
    "    {\n",
    "         //receivers interpolation\n",
    "         //...\n",
    "    }\n",
    "    gettimeofday(&end_section2, NULL);\n",
    "    timers->section2 += (double)(end_section2.tv_sec-start_section2.tv_sec)+(double)(end_section2.tv_usec-start_section2.tv_usec)/1000000;\n",
    "  }\n",
    "  return 0;\n",
    "}\n",
    "```"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "`op2`'s C code (differences are highlighted by `//<<<<<<<<<<<<<<<<<<<<`):"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "```c\n",
    "// #define's\n",
    "//...\n",
    "\n",
    "// declare dataobj struct\n",
    "//...\n",
    "\n",
    "// declare profiler struct\n",
    "//...\n",
    "\n",
    "int Kernel(struct dataobj *restrict damp_vec, const float dt, struct dataobj *restrict m_vec, const float o_x, const float o_y, struct dataobj *restrict rec_vec, struct dataobj *restrict rec_coords_vec, struct dataobj *restrict src_vec, struct dataobj *restrict src_coords_vec, struct dataobj *restrict u_vec, struct dataobj *restrict usave_vec, const int x_M, const int x_m, const int y_M, const int y_m, const int p_rec_M, const int p_rec_m, const int p_src_M, const int p_src_m, const int time_M, const int time_m, struct profiler * timers)\n",
    "{\n",
    "  // ...\n",
    "  // ...\n",
    "    \n",
    "  float (*restrict u)[u_vec->size[1]][u_vec->size[2]] __attribute__ ((aligned (64))) = (float (*)[u_vec->size[1]][u_vec->size[2]]) u_vec->data;\n",
    "//<<<<<<<<<<<<<<<<<<<<<<<<<<<<<<<<<<<<<<<<<<<<<<DECLARE USAVE<<<<<<<<<<<<<<<<<<<<<    \n",
    "  float (*restrict usave)[usave_vec->size[1]][usave_vec->size[2]] __attribute__ ((aligned (64))) = (float (*)[usave_vec->size[1]][usave_vec->size[2]]) usave_vec->data;\n",
    "//<<<<<<<<<<<<<<<<<<<<<<<<<<<<<<<<<<<<<<<<<<<<<<<<<<<<<<<<<<<<<<<<<<<<<<<<<<<<<<<<    \n",
    "    \n",
    "    //flush denormal numbers...\n",
    "    \n",
    "  for (int time = time_m, t0 = (time)%(3), t1 = (time + 1)%(3), t2 = (time + 2)%(3); time <= time_M; time += 1, t0 = (time)%(3), t1 = (time + 1)%(3), t2 = (time + 2)%(3))\n",
    "  {\n",
    "    struct timeval start_section0, end_section0;\n",
    "    gettimeofday(&start_section0, NULL);\n",
    "    for (int x = x_m; x <= x_M; x += 1)\n",
    "    {\n",
    "      #pragma omp simd\n",
    "      for (int y = y_m; y <= y_M; y += 1)\n",
    "      {\n",
    "        float r0 = 1.0e+4F*dt*m[x + 2][y + 2] + 5.0e+3F*(dt*dt)*damp[x + 1][y + 1];\n",
    "        u[t1][x + 2][y + 2] = 2.0e+4F*dt*m[x + 2][y + 2]*u[t0][x + 2][y + 2]/r0 - 1.0e+4F*dt*m[x + 2][y + 2]*u[t2][x + 2][y + 2]/r0 + 1.0e+2F*((dt*dt*dt)*u[t0][x + 1][y + 2]/r0 + (dt*dt*dt)*u[t0][x + 2][y + 1]/r0 + (dt*dt*dt)*u[t0][x + 2][y + 3]/r0 + (dt*dt*dt)*u[t0][x + 3][y + 2]/r0) + 5.0e+3F*(dt*dt)*damp[x + 1][y + 1]*u[t2][x + 2][y + 2]/r0 - 4.0e+2F*dt*dt*dt*u[t0][x + 2][y + 2]/r0;\n",
    "      }\n",
    "    }\n",
    "    gettimeofday(&end_section0, NULL);\n",
    "    timers->section0 += (double)(end_section0.tv_sec-start_section0.tv_sec)+(double)(end_section0.tv_usec-start_section0.tv_usec)/1000000;\n",
    "//<<<<<<<<<<<<<<<<<<<<<<<<<<<<<<<<<<<<<<<<<<<<<<SAVE SNAPSHOT<<<<<<<<<<<<<<<<<<<<<\n",
    "    if ((time)%(60) == 0)\n",
    "    {\n",
    "      struct timeval start_section1, end_section1;\n",
    "      gettimeofday(&start_section1, NULL);\n",
    "      for (int x = x_m; x <= x_M; x += 1)\n",
    "      {\n",
    "        #pragma omp simd\n",
    "        for (int y = y_m; y <= y_M; y += 1)\n",
    "        {\n",
    "          usave[time / 60][x + 2][y + 2] = u[t0][x + 2][y + 2];\n",
    "        }\n",
    "      }\n",
    "//<<<<<<<<<<<<<<<<<<<<<<<<<<<<<<<<<<<<<<<<<<<<<<<<<<<<<<<<<<<<<<<<<<<<<<<<<<<<<<<<\n",
    "      gettimeofday(&end_section1, NULL);\n",
    "      timers->section1 += (double)(end_section1.tv_sec-start_section1.tv_sec)+(double)(end_section1.tv_usec-start_section1.tv_usec)/1000000;\n",
    "    }\n",
    "    struct timeval start_section2, end_section2;\n",
    "    gettimeofday(&start_section2, NULL);\n",
    "    for (int p_src = p_src_m; p_src <= p_src_M; p_src += 1)\n",
    "    {\n",
    "        //source injection\n",
    "        //...\n",
    "    }\n",
    "    gettimeofday(&end_section2, NULL);\n",
    "    timers->section2 += (double)(end_section2.tv_sec-start_section2.tv_sec)+(double)(end_section2.tv_usec-start_section2.tv_usec)/1000000;\n",
    "    struct timeval start_section3, end_section3;\n",
    "    gettimeofday(&start_section3, NULL);\n",
    "    for (int p_rec = p_rec_m; p_rec <= p_rec_M; p_rec += 1)\n",
    "    {\n",
    "        //receivers interpolation\n",
    "        //...\n",
    "    }\n",
    "    gettimeofday(&end_section3, NULL);\n",
    "    timers->section3 += (double)(end_section3.tv_sec-start_section3.tv_sec)+(double)(end_section3.tv_usec-start_section3.tv_usec)/1000000;\n",
    "  }\n",
    "  return 0;\n",
    "}\n",
    "\n",
    "```"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "To inspect the full codes of `op1` and `op2`, run the block below:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "def print2file(filename, thingToPrint):\n",
    "    import sys\n",
    "\n",
    "    orig_stdout = sys.stdout\n",
    "\n",
    "    f = open(filename, 'w')\n",
    "    sys.stdout = f\n",
    "    print(thingToPrint)\n",
    "    f.close()\n",
    "\n",
    "    sys.stdout = orig_stdout\n",
    "\n",
    "\n",
    "# print2file(\"op1.c\", op1)  # uncomment to print to file\n",
    "# print2file(\"op2.c\", op2)  # uncomment to print to file\n",
    "# print(op1) # uncomment to print here\n",
    "# print(op2) # uncomment to print here"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "To run snaps as a movie (outside Jupyter Notebook), run the code below, altering `filename, nsnaps, nx, nz` accordingly:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "ename": "RuntimeError",
     "evalue": "Requested MovieWriter (ffmpeg) not available",
     "output_type": "error",
     "traceback": [
      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[0;31mKeyError\u001b[0m                                  Traceback (most recent call last)",
      "\u001b[0;32m~/GATechBundle/Miniconda3/lib/python3.6/site-packages/matplotlib/animation.py\u001b[0m in \u001b[0;36m__getitem__\u001b[0;34m(self, name)\u001b[0m\n\u001b[1;32m    160\u001b[0m         \u001b[0;32mtry\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 161\u001b[0;31m             \u001b[0;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mavail\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mname\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    162\u001b[0m         \u001b[0;32mexcept\u001b[0m \u001b[0mKeyError\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;31mKeyError\u001b[0m: 'ffmpeg'",
      "\nDuring handling of the above exception, another exception occurred:\n",
      "\u001b[0;31mRuntimeError\u001b[0m                              Traceback (most recent call last)",
      "\u001b[0;32m<ipython-input-9-f43eef15cf28>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m\u001b[0m\n\u001b[1;32m     45\u001b[0m \u001b[0mfobj\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mclose\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     46\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 47\u001b[0;31m \u001b[0manim\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0manimateSnaps2d\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mnsnaps\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0msnapsObj\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m     48\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m<ipython-input-9-f43eef15cf28>\u001b[0m in \u001b[0;36manimateSnaps2d\u001b[0;34m(nsnaps, snapsObj)\u001b[0m\n\u001b[1;32m      7\u001b[0m     \u001b[0;32mfrom\u001b[0m \u001b[0mmatplotlib\u001b[0m \u001b[0;32mimport\u001b[0m \u001b[0manimation\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mrc\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m      8\u001b[0m     \u001b[0;31m# Set up formatting for the movie files\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 9\u001b[0;31m     \u001b[0mWriter\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0manimation\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mwriters\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'ffmpeg'\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m     10\u001b[0m     \u001b[0;31m# fps: 20 bitrate: 16000\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     11\u001b[0m     \u001b[0mwriter\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mWriter\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mfps\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;36m20\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mmetadata\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mdict\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0martist\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m'Me'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mbitrate\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;36m16000\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m~/GATechBundle/Miniconda3/lib/python3.6/site-packages/matplotlib/animation.py\u001b[0m in \u001b[0;36m__getitem__\u001b[0;34m(self, name)\u001b[0m\n\u001b[1;32m    162\u001b[0m         \u001b[0;32mexcept\u001b[0m \u001b[0mKeyError\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    163\u001b[0m             raise RuntimeError(\n\u001b[0;32m--> 164\u001b[0;31m                 'Requested MovieWriter ({}) not available'.format(name))\n\u001b[0m\u001b[1;32m    165\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    166\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;31mRuntimeError\u001b[0m: Requested MovieWriter (ffmpeg) not available"
     ]
    }
   ],
   "source": [
    "#NBVAL_IGNORE_OUTPUT\n",
    "#NBVAL_SKIP\n",
    "# Current cell requires ffmpeg module in order to produce and save the animation\n",
    "def animateSnaps2d(nsnaps, snapsObj):\n",
    "    import matplotlib.pyplot as plt\n",
    "    import matplotlib.animation as animation\n",
    "    from matplotlib import animation, rc\n",
    "    # Set up formatting for the movie files\n",
    "    Writer = animation.writers['ffmpeg']\n",
    "    # fps: 20 bitrate: 16000\n",
    "    writer = Writer(fps=20, metadata=dict(artist='Me'), bitrate=16000)\n",
    "\n",
    "    from IPython.display import HTML\n",
    "\n",
    "    base_matrix = np.transpose(snapsObj[0, :, :])\n",
    "\n",
    "    def update(i):\n",
    "        base_matrix = np.transpose(snapsObj[i, :, :])\n",
    "        matrice.set_array(base_matrix)\n",
    "\n",
    "    fig, ax = plt.subplots()\n",
    "    matrice = ax.matshow(base_matrix)\n",
    "    plt.colorbar(matrice)\n",
    "    \n",
    "    plt.xlabel('x')\n",
    "    plt.ylabel('z')\n",
    "    plt.title('Modelling one shot over a 2-layer velocity model with Devito.')    \n",
    "    \n",
    "    # A file named `snapshotting.mp4` is saved in the current directory.\n",
    "    ani = animation.FuncAnimation(fig, update, frames=nsnaps, interval=500)\n",
    "    plt.show()\n",
    "\n",
    "    HTML(ani.to_html5_video())\n",
    "    ani._repr_html_() is None\n",
    "    rc('animation', html='html5')\n",
    "    ani\n",
    "    ani.save('snapshotting.mp4', writer=writer)\n",
    "\n",
    "    \n",
    "filename = \"naivsnaps.bin\"\n",
    "nsnaps = 100\n",
    "fobj = open(filename, \"rb\")\n",
    "snapsObj = np.fromfile(fobj, dtype=np.float32)\n",
    "snapsObj = np.reshape(snapsObj, (nsnaps, vnx, vnz))\n",
    "fobj.close()\n",
    "\n",
    "anim = animateSnaps2d(nsnaps, snapsObj)\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# References\n",
    "\n",
    "Louboutin, M., Witte, P., Lange, M., Kukreja, N., Luporini, F., Gorman, G., & Herrmann, F. J. (2017). Full-waveform inversion, Part 1: Forward modeling. The Leading Edge, 36(12), 1033-1036."
   ]
  }
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     "varRefreshCmd": "print(var_dic_list())"
    },
    "r": {
     "delete_cmd_postfix": ") ",
     "delete_cmd_prefix": "rm(",
     "library": "var_list.r",
     "varRefreshCmd": "cat(var_dic_list()) "
    }
   },
   "types_to_exclude": [
    "module",
    "function",
    "builtin_function_or_method",
    "instance",
    "_Feature"
   ],
   "window_display": false
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
